{"id":"https://openalex.org/W4406377220","doi":"https://doi.org/10.32604/cmc.2025.060567","title":"Heuristic Feature Engineering for Enhancing Neural Network Performance in Spatiotemporal Traffic Prediction","display_name":"Heuristic Feature Engineering for Enhancing Neural Network Performance in Spatiotemporal Traffic Prediction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406377220","doi":"https://doi.org/10.32604/cmc.2025.060567"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.060567","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.060567","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-82-3/TSP_CMC_60567/TSP_CMC_60567.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-82-3/TSP_CMC_60567/TSP_CMC_60567.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058106175","display_name":"Bin Sun","orcid":"https://orcid.org/0000-0001-5824-425X"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Sun","raw_affiliation_strings":["School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028214222","display_name":"Yinuo Wang","orcid":"https://orcid.org/0009-0008-4769-8078"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinuo Wang","raw_affiliation_strings":["School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086903789","display_name":"Tao Shen","orcid":"https://orcid.org/0009-0005-7086-8803"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Shen","raw_affiliation_strings":["School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101261545","display_name":"Lu Zhang","orcid":"https://orcid.org/0009-0008-7112-9342"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Zhang","raw_affiliation_strings":["School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012281176","display_name":"Renkang Geng","orcid":"https://orcid.org/0000-0002-8594-5665"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renkang Geng","raw_affiliation_strings":["School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, University of Jinan, Jinan, 250022, China 2 Shandong High-Speed Info. Group Co. Ltd., Jinan, 250100, China","institution_ids":["https://openalex.org/I34949971"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I34949971"],"apc_list":null,"apc_paid":null,"fwci":0.5119,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57097156,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"82","issue":"3","first_page":"4219","last_page":"4236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9584000110626221,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6937451362609863},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6929192543029785},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6399602293968201},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6332180500030518},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.586331307888031},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5605371594429016},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45237693190574646},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34866592288017273},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33776092529296875},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.19787895679473877}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6937451362609863},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6929192543029785},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6399602293968201},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6332180500030518},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.586331307888031},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5605371594429016},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45237693190574646},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34866592288017273},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33776092529296875},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.19787895679473877},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.060567","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.060567","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-82-3/TSP_CMC_60567/TSP_CMC_60567.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.060567","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.060567","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-82-3/TSP_CMC_60567/TSP_CMC_60567.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406377220.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2306644740","https://openalex.org/W2521728836","https://openalex.org/W2793997912","https://openalex.org/W2900068794","https://openalex.org/W2922426219","https://openalex.org/W2930208852","https://openalex.org/W2962949934","https://openalex.org/W2972088616","https://openalex.org/W3014498372","https://openalex.org/W3021626758","https://openalex.org/W3024845655","https://openalex.org/W3047375952","https://openalex.org/W3089944167","https://openalex.org/W3094290081","https://openalex.org/W3115673219","https://openalex.org/W3117279048","https://openalex.org/W3127062256","https://openalex.org/W3135400423","https://openalex.org/W3152893301","https://openalex.org/W3167202680","https://openalex.org/W3185720226","https://openalex.org/W3197551989","https://openalex.org/W4220712276","https://openalex.org/W4280581140","https://openalex.org/W4307953057","https://openalex.org/W4309673367","https://openalex.org/W4376616630","https://openalex.org/W6629395827","https://openalex.org/W6644426853","https://openalex.org/W6733130978","https://openalex.org/W6743966852","https://openalex.org/W6745904415","https://openalex.org/W6747116711","https://openalex.org/W6769780599","https://openalex.org/W6799814516","https://openalex.org/W6847532343"],"related_works":["https://openalex.org/W4398232961","https://openalex.org/W4387478977","https://openalex.org/W3008173435","https://openalex.org/W2750075801","https://openalex.org/W3164948662","https://openalex.org/W4400413234","https://openalex.org/W3153597579","https://openalex.org/W4394398790","https://openalex.org/W4399455186","https://openalex.org/W2963507914"],"abstract_inverted_index":{"Traffic":[0],"datasets":[1],"exhibit":[2],"complex":[3],"spatiotemporal":[4],"characteristics,":[5],"including":[6],"significant":[7],"fluctuations":[8],"in":[9],"traffic":[10],"volume":[11],"and":[12,24,29],"intricate":[13],"periodical":[14],"patterns,":[15],"which":[16],"pose":[17],"substantial":[18],"challenges":[19],"for":[20],"the":[21,32],"accurate":[22],"forecasting":[23],"effec...":[25],"|":[26],"Find,":[27],"read":[28],"cite":[30],"all":[31],"research":[33],"you":[34],"need":[35],"on":[36],"Tech":[37],"Science":[38],"Press":[39]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
